CA2084396C - Method of decarburizing molten metal in the refining of steel using neural networks - Google Patents
Method of decarburizing molten metal in the refining of steel using neural networksInfo
- Publication number
- CA2084396C CA2084396C CA002084396A CA2084396A CA2084396C CA 2084396 C CA2084396 C CA 2084396C CA 002084396 A CA002084396 A CA 002084396A CA 2084396 A CA2084396 A CA 2084396A CA 2084396 C CA2084396 C CA 2084396C
- Authority
- CA
- Canada
- Prior art keywords
- oxygen
- bath
- neural network
- temperature
- process period
- Prior art date
- Legal status (The legal status is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the status listed.)
- Expired - Fee Related
Links
- 238000013528 artificial neural network Methods 0.000 title claims abstract description 104
- 238000000034 method Methods 0.000 title claims abstract description 102
- 229910052751 metal Inorganic materials 0.000 title claims abstract description 35
- 239000002184 metal Substances 0.000 title claims abstract description 35
- 238000007670 refining Methods 0.000 title claims abstract description 15
- 229910000831 Steel Inorganic materials 0.000 title claims abstract description 9
- 239000010959 steel Substances 0.000 title claims abstract description 9
- 239000007789 gas Substances 0.000 claims abstract description 88
- 239000001301 oxygen Substances 0.000 claims abstract description 80
- 229910052760 oxygen Inorganic materials 0.000 claims abstract description 80
- QVGXLLKOCUKJST-UHFFFAOYSA-N atomic oxygen Chemical compound [O] QVGXLLKOCUKJST-UHFFFAOYSA-N 0.000 claims abstract description 79
- 230000008569 process Effects 0.000 claims abstract description 77
- 239000003085 diluting agent Substances 0.000 claims abstract description 62
- 229910052799 carbon Inorganic materials 0.000 claims abstract description 58
- OKTJSMMVPCPJKN-UHFFFAOYSA-N Carbon Chemical compound [C] OKTJSMMVPCPJKN-UHFFFAOYSA-N 0.000 claims abstract description 54
- 238000005261 decarburization Methods 0.000 claims abstract description 54
- 210000002569 neuron Anatomy 0.000 claims description 57
- 238000012549 training Methods 0.000 claims description 44
- PXHVJJICTQNCMI-UHFFFAOYSA-N Nickel Chemical compound [Ni] PXHVJJICTQNCMI-UHFFFAOYSA-N 0.000 claims description 29
- 238000007792 addition Methods 0.000 claims description 28
- 210000004205 output neuron Anatomy 0.000 claims description 22
- 210000002364 input neuron Anatomy 0.000 claims description 21
- 239000007924 injection Substances 0.000 claims description 20
- 238000002347 injection Methods 0.000 claims description 20
- 239000007787 solid Substances 0.000 claims description 17
- 239000011651 chromium Substances 0.000 claims description 12
- 229910052759 nickel Inorganic materials 0.000 claims description 12
- XUIMIQQOPSSXEZ-UHFFFAOYSA-N Silicon Chemical compound [Si] XUIMIQQOPSSXEZ-UHFFFAOYSA-N 0.000 claims description 11
- 239000010703 silicon Substances 0.000 claims description 11
- 229910052710 silicon Inorganic materials 0.000 claims description 11
- VYZAMTAEIAYCRO-UHFFFAOYSA-N Chromium Chemical compound [Cr] VYZAMTAEIAYCRO-UHFFFAOYSA-N 0.000 claims description 10
- 229910052804 chromium Inorganic materials 0.000 claims description 10
- WPBNNNQJVZRUHP-UHFFFAOYSA-L manganese(2+);methyl n-[[2-(methoxycarbonylcarbamothioylamino)phenyl]carbamothioyl]carbamate;n-[2-(sulfidocarbothioylamino)ethyl]carbamodithioate Chemical compound [Mn+2].[S-]C(=S)NCCNC([S-])=S.COC(=O)NC(=S)NC1=CC=CC=C1NC(=S)NC(=O)OC WPBNNNQJVZRUHP-UHFFFAOYSA-L 0.000 claims description 10
- 238000012360 testing method Methods 0.000 claims description 8
- ZOKXTWBITQBERF-UHFFFAOYSA-N Molybdenum Chemical compound [Mo] ZOKXTWBITQBERF-UHFFFAOYSA-N 0.000 claims description 7
- 239000000203 mixture Substances 0.000 claims description 7
- 229910052750 molybdenum Inorganic materials 0.000 claims description 7
- 239000011733 molybdenum Substances 0.000 claims description 7
- XKRFYHLGVUSROY-UHFFFAOYSA-N Argon Chemical compound [Ar] XKRFYHLGVUSROY-UHFFFAOYSA-N 0.000 claims description 6
- XEEYBQQBJWHFJM-UHFFFAOYSA-N Iron Chemical compound [Fe] XEEYBQQBJWHFJM-UHFFFAOYSA-N 0.000 claims description 5
- CURLTUGMZLYLDI-UHFFFAOYSA-N Carbon dioxide Chemical compound O=C=O CURLTUGMZLYLDI-UHFFFAOYSA-N 0.000 claims description 4
- CPLXHLVBOLITMK-UHFFFAOYSA-N Magnesium oxide Chemical compound [Mg]=O CPLXHLVBOLITMK-UHFFFAOYSA-N 0.000 claims description 4
- 229910000863 Ferronickel Inorganic materials 0.000 claims description 3
- 229910052786 argon Inorganic materials 0.000 claims description 3
- 238000007865 diluting Methods 0.000 claims description 3
- IJGRMHOSHXDMSA-UHFFFAOYSA-N Atomic nitrogen Chemical compound N#N IJGRMHOSHXDMSA-UHFFFAOYSA-N 0.000 claims description 2
- 235000008733 Citrus aurantifolia Nutrition 0.000 claims description 2
- 229910000604 Ferrochrome Inorganic materials 0.000 claims description 2
- 229910000616 Ferromanganese Inorganic materials 0.000 claims description 2
- 235000011941 Tilia x europaea Nutrition 0.000 claims description 2
- YLUIKWVQCKSMCF-UHFFFAOYSA-N calcium;magnesium;oxygen(2-) Chemical compound [O-2].[O-2].[Mg+2].[Ca+2] YLUIKWVQCKSMCF-UHFFFAOYSA-N 0.000 claims description 2
- 239000001569 carbon dioxide Substances 0.000 claims description 2
- 229910002092 carbon dioxide Inorganic materials 0.000 claims description 2
- 229910052742 iron Inorganic materials 0.000 claims description 2
- DALUDRGQOYMVLD-UHFFFAOYSA-N iron manganese Chemical compound [Mn].[Fe] DALUDRGQOYMVLD-UHFFFAOYSA-N 0.000 claims description 2
- 239000004571 lime Substances 0.000 claims description 2
- 239000000395 magnesium oxide Substances 0.000 claims description 2
- JCXJVPUVTGWSNB-UHFFFAOYSA-N nitrogen dioxide Inorganic materials O=[N]=O JCXJVPUVTGWSNB-UHFFFAOYSA-N 0.000 claims description 2
- 239000010410 layer Substances 0.000 description 25
- 230000006870 function Effects 0.000 description 23
- 238000012546 transfer Methods 0.000 description 11
- 238000012545 processing Methods 0.000 description 8
- 238000006243 chemical reaction Methods 0.000 description 7
- 239000002356 single layer Substances 0.000 description 6
- 230000001537 neural effect Effects 0.000 description 5
- 230000000644 propagated effect Effects 0.000 description 5
- 210000000225 synapse Anatomy 0.000 description 5
- 238000013459 approach Methods 0.000 description 4
- 239000000470 constituent Substances 0.000 description 4
- 230000001276 controlling effect Effects 0.000 description 4
- 230000000694 effects Effects 0.000 description 4
- 238000004519 manufacturing process Methods 0.000 description 4
- 238000012795 verification Methods 0.000 description 4
- 239000011261 inert gas Substances 0.000 description 3
- 238000007254 oxidation reaction Methods 0.000 description 3
- 239000000243 solution Substances 0.000 description 3
- 239000000126 substance Substances 0.000 description 3
- 230000008901 benefit Effects 0.000 description 2
- 210000004556 brain Anatomy 0.000 description 2
- 238000004422 calculation algorithm Methods 0.000 description 2
- GUTLYIVDDKVIGB-UHFFFAOYSA-N cobalt atom Chemical group [Co] GUTLYIVDDKVIGB-UHFFFAOYSA-N 0.000 description 2
- 238000010586 diagram Methods 0.000 description 2
- 238000012886 linear function Methods 0.000 description 2
- 229910001338 liquidmetal Inorganic materials 0.000 description 2
- 230000010355 oscillation Effects 0.000 description 2
- 230000003647 oxidation Effects 0.000 description 2
- 230000009467 reduction Effects 0.000 description 2
- 230000001105 regulatory effect Effects 0.000 description 2
- 238000005070 sampling Methods 0.000 description 2
- 241000894007 species Species 0.000 description 2
- 229910001220 stainless steel Inorganic materials 0.000 description 2
- YBJHBAHKTGYVGT-ZKWXMUAHSA-N (+)-Biotin Chemical compound N1C(=O)N[C@@H]2[C@H](CCCCC(=O)O)SC[C@@H]21 YBJHBAHKTGYVGT-ZKWXMUAHSA-N 0.000 description 1
- 101100165177 Caenorhabditis elegans bath-15 gene Proteins 0.000 description 1
- 229910000531 Co alloy Inorganic materials 0.000 description 1
- MYMOFIZGZYHOMD-UHFFFAOYSA-N Dioxygen Chemical compound O=O MYMOFIZGZYHOMD-UHFFFAOYSA-N 0.000 description 1
- CWYNVVGOOAEACU-UHFFFAOYSA-N Fe2+ Chemical compound [Fe+2] CWYNVVGOOAEACU-UHFFFAOYSA-N 0.000 description 1
- 229910000990 Ni alloy Inorganic materials 0.000 description 1
- 230000003044 adaptive effect Effects 0.000 description 1
- 238000005275 alloying Methods 0.000 description 1
- 229910052782 aluminium Inorganic materials 0.000 description 1
- XAGFODPZIPBFFR-UHFFFAOYSA-N aluminium Chemical compound [Al] XAGFODPZIPBFFR-UHFFFAOYSA-N 0.000 description 1
- 239000010953 base metal Substances 0.000 description 1
- 238000004364 calculation method Methods 0.000 description 1
- 239000003990 capacitor Substances 0.000 description 1
- 238000005266 casting Methods 0.000 description 1
- 239000010941 cobalt Substances 0.000 description 1
- 229910017052 cobalt Inorganic materials 0.000 description 1
- 238000004590 computer program Methods 0.000 description 1
- 238000007796 conventional method Methods 0.000 description 1
- 238000003066 decision tree Methods 0.000 description 1
- 230000002950 deficient Effects 0.000 description 1
- 230000001419 dependent effect Effects 0.000 description 1
- 238000003795 desorption Methods 0.000 description 1
- 238000009792 diffusion process Methods 0.000 description 1
- 239000012895 dilution Substances 0.000 description 1
- 238000010790 dilution Methods 0.000 description 1
- 229910001882 dioxygen Inorganic materials 0.000 description 1
- 238000011156 evaluation Methods 0.000 description 1
- 230000005669 field effect Effects 0.000 description 1
- 230000003993 interaction Effects 0.000 description 1
- 239000007788 liquid Substances 0.000 description 1
- 239000000463 material Substances 0.000 description 1
- 230000007246 mechanism Effects 0.000 description 1
- 239000000155 melt Substances 0.000 description 1
- 150000002739 metals Chemical class 0.000 description 1
- 238000003062 neural network model Methods 0.000 description 1
- 230000000737 periodic effect Effects 0.000 description 1
- 230000000704 physical effect Effects 0.000 description 1
- 238000004886 process control Methods 0.000 description 1
- 230000003252 repetitive effect Effects 0.000 description 1
- 230000004044 response Effects 0.000 description 1
- 230000008054 signal transmission Effects 0.000 description 1
- 239000002893 slag Substances 0.000 description 1
- 238000001179 sorption measurement Methods 0.000 description 1
- 239000010935 stainless steel Substances 0.000 description 1
- 238000003756 stirring Methods 0.000 description 1
- FEPMHVLSLDOMQC-UHFFFAOYSA-N virginiamycin-S1 Natural products CC1OC(=O)C(C=2C=CC=CC=2)NC(=O)C2CC(=O)CCN2C(=O)C(CC=2C=CC=CC=2)N(C)C(=O)C2CCCN2C(=O)C(CC)NC(=O)C1NC(=O)C1=NC=CC=C1O FEPMHVLSLDOMQC-UHFFFAOYSA-N 0.000 description 1
Classifications
-
- C—CHEMISTRY; METALLURGY
- C21—METALLURGY OF IRON
- C21C—PROCESSING OF PIG-IRON, e.g. REFINING, MANUFACTURE OF WROUGHT-IRON OR STEEL; TREATMENT IN MOLTEN STATE OF FERROUS ALLOYS
- C21C7/00—Treating molten ferrous alloys, e.g. steel, not covered by groups C21C1/00 - C21C5/00
- C21C7/04—Removing impurities by adding a treating agent
- C21C7/068—Decarburising
- C21C7/0685—Decarburising of stainless steel
-
- C—CHEMISTRY; METALLURGY
- C21—METALLURGY OF IRON
- C21C—PROCESSING OF PIG-IRON, e.g. REFINING, MANUFACTURE OF WROUGHT-IRON OR STEEL; TREATMENT IN MOLTEN STATE OF FERROUS ALLOYS
- C21C5/00—Manufacture of carbon-steel, e.g. plain mild steel, medium carbon steel or cast steel or stainless steel
- C21C5/28—Manufacture of steel in the converter
- C21C5/30—Regulating or controlling the blowing
-
- Y—GENERAL TAGGING OF NEW TECHNOLOGICAL DEVELOPMENTS; GENERAL TAGGING OF CROSS-SECTIONAL TECHNOLOGIES SPANNING OVER SEVERAL SECTIONS OF THE IPC; TECHNICAL SUBJECTS COVERED BY FORMER USPC CROSS-REFERENCE ART COLLECTIONS [XRACs] AND DIGESTS
- Y10—TECHNICAL SUBJECTS COVERED BY FORMER USPC
- Y10S—TECHNICAL SUBJECTS COVERED BY FORMER USPC CROSS-REFERENCE ART COLLECTIONS [XRACs] AND DIGESTS
- Y10S706/00—Data processing: artificial intelligence
- Y10S706/902—Application using ai with detail of the ai system
- Y10S706/903—Control
- Y10S706/904—Manufacturing or machine, e.g. agricultural machinery, machine tool
Landscapes
- Chemical & Material Sciences (AREA)
- Engineering & Computer Science (AREA)
- Materials Engineering (AREA)
- Metallurgy (AREA)
- Organic Chemistry (AREA)
- Manufacturing & Machinery (AREA)
- Carbon Steel Or Casting Steel Manufacturing (AREA)
- Treatment Of Steel In Its Molten State (AREA)
Applications Claiming Priority (2)
Application Number | Priority Date | Filing Date | Title |
---|---|---|---|
US07/802,046 US5327357A (en) | 1991-12-03 | 1991-12-03 | Method of decarburizing molten metal in the refining of steel using neural networks |
US07/802,046 | 1991-12-03 |
Publications (2)
Publication Number | Publication Date |
---|---|
CA2084396A1 CA2084396A1 (en) | 1993-06-04 |
CA2084396C true CA2084396C (en) | 1998-07-28 |
Family
ID=25182697
Family Applications (1)
Application Number | Title | Priority Date | Filing Date |
---|---|---|---|
CA002084396A Expired - Fee Related CA2084396C (en) | 1991-12-03 | 1992-12-02 | Method of decarburizing molten metal in the refining of steel using neural networks |
Country Status (10)
Country | Link |
---|---|
US (1) | US5327357A (es) |
EP (1) | EP0545379B1 (es) |
KR (1) | KR0148273B1 (es) |
CN (1) | CN1037455C (es) |
BR (1) | BR9204824A (es) |
CA (1) | CA2084396C (es) |
DE (1) | DE69209622T2 (es) |
ES (1) | ES2085539T3 (es) |
MX (1) | MX9206989A (es) |
ZA (1) | ZA929352B (es) |
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KR102693374B1 (ko) * | 2020-02-06 | 2024-08-07 | 제이에프이 스틸 가부시키가이샤 | 탈탄 종점 판정 방법, 탈탄 종점 판정 장치, 제강 2차 정련 조업 방법 및, 용강의 제조 방법 |
CN111353656B (zh) * | 2020-03-23 | 2021-05-07 | 大连理工大学 | 一种基于生产计划的钢铁企业氧气负荷预测方法 |
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CN113343576B (zh) * | 2021-06-22 | 2022-03-11 | 燕山大学 | 基于深度神经网络的钙处理过程中钙的收得率的预测方法 |
CN114611844B (zh) * | 2022-05-11 | 2022-08-05 | 北京科技大学 | 一种转炉出钢过程合金加入量的确定方法和系统 |
CN119265387A (zh) * | 2024-12-09 | 2025-01-07 | 湖州永兴特种不锈钢有限公司 | 一种高纯净度不锈钢的生产工艺控制方法 |
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Publication number | Priority date | Publication date | Assignee | Title |
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US3816720A (en) * | 1971-11-01 | 1974-06-11 | Union Carbide Corp | Process for the decarburization of molten metal |
US3754894A (en) * | 1972-04-20 | 1973-08-28 | Joslyn Mfg & Supply Co | Nitrogen control in argon oxygen refining of molten metal |
JPH0232679A (ja) * | 1988-07-22 | 1990-02-02 | Hitachi Ltd | ニューラルネットによるデータ通信方法および装置 |
US5003490A (en) * | 1988-10-07 | 1991-03-26 | Hughes Aircraft Company | Neural network signal processor |
-
1991
- 1991-12-03 US US07/802,046 patent/US5327357A/en not_active Expired - Lifetime
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1992
- 1992-12-02 ES ES92120555T patent/ES2085539T3/es not_active Expired - Lifetime
- 1992-12-02 CA CA002084396A patent/CA2084396C/en not_active Expired - Fee Related
- 1992-12-02 DE DE69209622T patent/DE69209622T2/de not_active Expired - Fee Related
- 1992-12-02 CN CN92115190A patent/CN1037455C/zh not_active Expired - Fee Related
- 1992-12-02 ZA ZA929352A patent/ZA929352B/xx unknown
- 1992-12-02 EP EP92120555A patent/EP0545379B1/en not_active Expired - Lifetime
- 1992-12-03 BR BR9204824A patent/BR9204824A/pt not_active IP Right Cessation
- 1992-12-03 MX MX9206989A patent/MX9206989A/es not_active IP Right Cessation
- 1992-12-03 KR KR1019920023161A patent/KR0148273B1/ko not_active IP Right Cessation
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KR0148273B1 (ko) | 1998-11-02 |
CA2084396A1 (en) | 1993-06-04 |
ES2085539T3 (es) | 1996-06-01 |
MX9206989A (es) | 1994-05-31 |
EP0545379A1 (en) | 1993-06-09 |
KR930013177A (ko) | 1993-07-21 |
US5327357A (en) | 1994-07-05 |
BR9204824A (pt) | 1993-06-08 |
DE69209622D1 (de) | 1996-05-09 |
ZA929352B (en) | 1993-06-04 |
CN1037455C (zh) | 1998-02-18 |
CN1074244A (zh) | 1993-07-14 |
EP0545379B1 (en) | 1996-04-03 |
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